Seismic wavelet plays an important role in seismic forward modeling and inversion. At present, wavelet extraction is mainly based on the assumption that wavelet is min-phase. However, actual seismic wavelet often has mixed-phase. In order to extract the seismic wavelet with actual phase, starting from the statistical characteristic of seismic signals by using the bispectrum of high-order statistics, the actual phase of seismic wavelet was extracted from reflection record to reconstruct seismic wavelet. By modeling testing and actual data processing, the method is proved to be effective and practical.